{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import os,sys,math\n",
    "import matplotlib.pyplot as plt\n",
    "nnscript = os.path.abspath('../../scripts')\n",
    "sys.path.append(nnscript)\n",
    "from nnom_utils import *\n",
    "import keras\n",
    "from keras.utils import plot_model\n",
    "from keras.models import Sequential, load_model\n",
    "from keras.models import Model\n",
    "from keras.datasets import mnist\n",
    "from keras.layers import *\n",
    "from keras.utils import to_categorical\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show(d, f, n=None):\n",
    "    if(n==None):\n",
    "        R = 1\n",
    "    else:\n",
    "        R = n\n",
    "    for i in range(R):\n",
    "        if(i%10==0):\n",
    "            N = R-i\n",
    "            if(N > 10): N = 10\n",
    "            fig, axs = plt.subplots(1, N)\n",
    "        I = i + f\n",
    "        im = np.asarray(d[0][I]).reshape(28,28)\n",
    "        try:\n",
    "            ax = axs[i%N]\n",
    "        except:\n",
    "            ax = axs\n",
    "        ax.imshow(im)\n",
    "        label =  d[1][I].argmax()\n",
    "        ax.set_title(label)\n",
    "\n",
    "def RunSysCmd(cmd):\n",
    "    import subprocess\n",
    "    p = subprocess.Popen(cmd, stdout=subprocess.PIPE, shell=True)\n",
    "    (output, err) = p.communicate()\n",
    "    p_status = p.wait()\n",
    "    print(output.decode('utf-8'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#https://adventuresinmachinelearning.com/keras-tutorial-cnn-11-lines/\n",
    "def KModel(x_train, y_train, x_test, y_test):\n",
    "    y_train = to_categorical(y_train)\n",
    "    y_test = to_categorical(y_test)\n",
    "    x = Input(shape=x_train.shape[1:])\n",
    "\n",
    "    conv1 = Conv2D(32, kernel_size=(5, 5), strides=(1, 1), padding='same')(x)\n",
    "    h_conv1 = ReLU()(conv1)\n",
    "    h_pool1 = MaxPooling2D(pool_size=(2, 2), strides=(2, 2))(h_conv1)\n",
    "    \n",
    "    conv2 = Conv2D(64, (5, 5), strides=(1, 1), padding='same')(h_pool1)\n",
    "    h_conv2 = ReLU()(conv2)\n",
    "    h_pool2 = MaxPooling2D(pool_size=(2, 2), strides=(2, 2))(h_conv2)\n",
    "    \n",
    "    flat1 = Flatten()(h_pool2)\n",
    "    fc1 = Dense(1024)(flat1)\n",
    "    h_fc1 = ReLU()(fc1)\n",
    "    \n",
    "    fc2 = Dense(10)(h_fc1)\n",
    "\n",
    "    y = Softmax()(fc2)\n",
    "    \n",
    "    model = Model(inputs=x, outputs=y)\n",
    "    model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.SGD(lr=0.01), metrics=['accuracy'])\n",
    "    model.fit(x_train, y_train, batch_size=128, epochs=12, verbose=1, validation_data=(x_test, y_test))\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n",
    "x_train = x_train.reshape(x_train.shape[0],x_train.shape[1],x_train.shape[2],1)/255.0\n",
    "x_test = x_test.reshape(x_test.shape[0],x_test.shape[1],x_test.shape[2],1)/255.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "if(os.path.exists('model.h5')):\n",
    "    model = load_model('model.h5')\n",
    "else:\n",
    "    model = KModel(x_train, y_train, x_test, y_test)\n",
    "    model.save('model.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_1\n",
      "         max value: 1.0\n",
      "         min value: 0.0\n",
      "         dec bit 7\n",
      "conv2d_1\n",
      "         max value: 3.689229\n",
      "         min value: -0.6686172\n",
      "         dec bit 5\n",
      "re_lu_1\n",
      "         max value: 3.689229\n",
      "         min value: -0.6686172\n",
      "         dec bit 5\n",
      "max_pooling2d_1\n",
      "         max value: 3.689229\n",
      "         min value: -0.6686172\n",
      "         dec bit 5\n",
      "conv2d_2\n",
      "         max value: 11.183751\n",
      "         min value: -7.2999563\n",
      "         dec bit 3\n",
      "re_lu_2\n",
      "         max value: 11.183751\n",
      "         min value: -7.2999563\n",
      "         dec bit 3\n",
      "max_pooling2d_2\n",
      "         max value: 11.183751\n",
      "         min value: -7.2999563\n",
      "         dec bit 3\n",
      "flatten_1\n",
      "         max value: 11.183751\n",
      "         min value: -7.2999563\n",
      "         dec bit 3\n",
      "dense_1\n",
      "         max value: 11.968396\n",
      "         min value: -11.366733\n",
      "         dec bit 3\n",
      "re_lu_3\n",
      "         max value: 11.968396\n",
      "         min value: -11.366733\n",
      "         dec bit 3\n",
      "dense_2\n",
      "         max value: 23.773163\n",
      "         min value: -20.418507\n",
      "         dec bit 2\n",
      "softmax_1\n",
      "         max value: 1.0\n",
      "         min value: 2.9733144e-19\n",
      "         dec bit 7\n",
      "shift list {'input_1': 7, 'conv2d_1': 5, 're_lu_1': 5, 'max_pooling2d_1': 5, 'conv2d_2': 3, 're_lu_2': 3, 'max_pooling2d_2': 3, 'flatten_1': 3, 'dense_1': 3, 're_lu_3': 3, 'dense_2': 2, 'softmax_1': 7}\n",
      "weights for layer conv2d_1\n",
      "  weight: conv2d_1/kernel:0\n",
      "  original shape:  (5, 5, 1, 32)\n",
      "  dec bit 8\n",
      "  reshape to: (32, 5, 5, 1)\n",
      "  conv2d_1_kernel_0 number of wts/bias: (5, 5, 1, 32) dec bits: 8 max: (0.39453125,0.39406744) min: (-0.1484375,-0.14726423)\n",
      "  bias:  conv2d_1/bias:0\n",
      "  original shape:  (32,)\n",
      "  dec bit 11\n",
      "  reshape to: (32,)\n",
      "  conv2d_1_bias_0 number of wts/bias: (32,) dec bits: 11 max: (0.052246094,0.052426968) min: (-0.001953125,-0.0017157913)\n",
      "weights for layer conv2d_2\n",
      "  weight: conv2d_2/kernel:0\n",
      "  original shape:  (5, 5, 32, 64)\n",
      "  dec bit 9\n",
      "  reshape to: (64, 5, 5, 32)\n",
      "  conv2d_2_kernel_0 number of wts/bias: (5, 5, 32, 64) dec bits: 9 max: (0.140625,0.140349) min: (-0.1015625,-0.101226985)\n",
      "  bias:  conv2d_2/bias:0\n",
      "  original shape:  (64,)\n",
      "  dec bit 11\n",
      "  reshape to: (64,)\n",
      "  conv2d_2_bias_0 number of wts/bias: (64,) dec bits: 11 max: (0.03955078,0.03938904) min: (-0.018066406,-0.018186847)\n",
      "weights for layer dense_1\n",
      "  weight: dense_1/kernel:0\n",
      "  original shape:  (3136, 1024)\n",
      "  dec bit 11\n",
      "  reshape to: (1024, 3136)\n",
      "  dense_1_kernel_0 number of wts/bias: (3136, 1024) dec bits: 11 max: (0.051757812,0.051615782) min: (-0.053222656,-0.0534209)\n",
      "  bias:  dense_1/bias:0\n",
      "  original shape:  (1024,)\n",
      "  dec bit 13\n",
      "  reshape to: (1024,)\n",
      "  dense_1_bias_0 number of wts/bias: (1024,) dec bits: 13 max: (0.010009766,0.0100113535) min: (-0.008666992,-0.008684125)\n",
      "weights for layer dense_2\n",
      "  weight: dense_2/kernel:0\n",
      "  original shape:  (1024, 10)\n",
      "  dec bit 9\n",
      "  reshape to: (10, 1024)\n",
      "  dense_2_kernel_0 number of wts/bias: (1024, 10) dec bits: 9 max: (0.12695312,0.12677735) min: (-0.1328125,-0.13372561)\n",
      "  bias:  dense_2/bias:0\n",
      "  original shape:  (10,)\n",
      "  dec bit 11\n",
      "  reshape to: (10,)\n",
      "  dense_2_bias_0 number of wts/bias: (10,) dec bits: 11 max: (0.041015625,0.040878147) min: (-0.02734375,-0.027234735)\n"
     ]
    }
   ],
   "source": [
    "weights='mcu/weights_cnn.h'\n",
    "generate_model(model, x_test, name=weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show((x_test,y_test), 0, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_model(model, to_file='model.png', show_shapes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "RunSysCmd('rm -fr tmp && mkdir tmp')\n",
    "lmp = {'conv2d_1':'Conv2D1', 're_lu_1':'ReLU1', 'max_pooling2d_1':'Maxpool1',\n",
    "         'conv2d_2':'Conv2D2', 're_lu_2':'ReLU2', 'max_pooling2d_2':'Maxpool2',\n",
    "         'dense_1':'Dense1', 're_lu_3':'ReLU3', 'dense_2':'Dense2', \n",
    "         'softmax_1':'Softmax1'}\n",
    "shift_list = eval(open('.shift_list').read())\n",
    "X = x_test[5]\n",
    "f2q(X,shift_list['input_1']).astype(np.int8).tofile('tmp/input.raw')\n",
    "\n",
    "for layer in model.layers[1:]:\n",
    "    for i, wt in enumerate(layer.get_weights()):\n",
    "        name = '%s:%s'%(layer.name,i)\n",
    "        show_weights(wt, '%s %s(%s)'%(layer.name, name, wt.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scons: Reading SConscript files ...\n",
      "scons: done reading SConscript files.\n",
      "scons: Building targets ...\n",
      "CC mcu/main_cnn.c\n",
      "scons: building terminated because of errors.\n",
      "\n",
      "\n",
      "INFO: Start compile...\n",
      "Layer        Activation    output shape      ops          memory            mem life-time\n",
      "----------------------------------------------------------------------------------------------\n",
      " Input      -          - (  28,  28,   1)        0   (  784,  784,    0)    1 - - -  - - - - \n",
      " Conv2D     - ReLU     - (  28,  28,  32)   627200   (  784,25088, 3200)    1 1 - -  - - - - \n",
      " Maxpool    -          - (  14,  14,  32)        0   (25088, 6272,    0)    1 - 1 -  - - - - \n",
      " Conv2D     - ReLU     - (  14,  14,  64)  10035200   ( 6272,12544, 6400)    1 1 - -  - - - - \n",
      " Maxpool    -          - (   7,   7,  64)        0   (12544, 3136,    0)    1 - 1 -  - - - - \n",
      " Dense      - ReLU     - (1024,   1,   1)  3211264   ( 3136, 1024, 3136)    1 1 - -  - - - - \n",
      " Dense      -          - (  10,   1,   1)    10240   ( 1024,   10, 1024)    1 - 1 -  - - - - \n",
      " Softmax    -          - (  10,   1,   1)        0   (   10,   10,    0)    - 1 - -  - - - - \n",
      " Output     -          - (  10,   1,   1)        0   (   10,   10,    0)    1 - - -  - - - - \n",
      "----------------------------------------------------------------------------------------------\n",
      "INFO: memory analysis result\n",
      " Block0: 6400  Block1: 6272  Block2: 25088  Block3: 0  Block4: 0  Block5: 0  Block6: 0  Block7: 0  \n",
      " Total memory cost by network buffers: 37760 bytes\n",
      "\n"
     ]
    }
   ],
   "source": [
    "RunSysCmd('scons')\n",
    "RunSysCmd('./mnist')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = X.reshape(1,28,28,1)\n",
    "for layer in model.layers[1:]:\n",
    "    if('flatten' in layer.name or 're_lu' in layer.name):continue\n",
    "    layer_model = Model(inputs=model.input, outputs=layer.output)\n",
    "    outR = layer_model.predict(X)\n",
    "    name= lmp[layer.name]\n",
    "    Q = shift_list[layer.name]\n",
    "    out = q2f(np.fromfile('tmp/%s.raw'%(name),dtype=np.int8),Q)\n",
    "    compare(outR,out, name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "91.3%(913) out of 1000 is correct predicted\n",
      "91.3%(913) out of 1000 is correct predicted\n"
     ]
    }
   ],
   "source": [
    "rP = 0\n",
    "for i,im in enumerate(x_test):\n",
    "    X = im\n",
    "    f2q(X,shift_list['input_1']).astype(np.int8).tofile('tmp/input.raw')\n",
    "    if(0 == os.system('./mnist > /dev/null')):\n",
    "        out = q2f(np.fromfile('tmp/Softmax1.raw',dtype=np.int8),7)\n",
    "        out = np.asarray(out)\n",
    "        num, prop = out.argmax(), out[out.argmax()]\n",
    "        rnum = y_test[i]\n",
    "        if((rnum == num) and (prop > 0.8)):\n",
    "            #print('test image %d is %d, predict correctly with prop %s'%(i, rnum, prop))\n",
    "            rP += 1\n",
    "        if((i>0) and ((i%1000)==0)):\n",
    "            print('%.1f%%(%s) out of %s is correct predicted'%(rP*100.0/i, rP, i))\n",
    "            break\n",
    "\n",
    "print('%.1f%%(%s) out of %s is correct predicted'%(rP*100.0/i, rP, i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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